Machine Learning in Biotechnology and Life Sciences

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Author :
Publisher : Packt Publishing Ltd
ISBN 13 : 1801815674
Total Pages : 408 pages
Book Rating : 4.8/5 (18 download)

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Book Synopsis Machine Learning in Biotechnology and Life Sciences by : Saleh Alkhalifa

Download or read book Machine Learning in Biotechnology and Life Sciences written by Saleh Alkhalifa and published by Packt Publishing Ltd. This book was released on 2022-01-28 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: Explore all the tools and templates needed for data scientists to drive success in their biotechnology careers with this comprehensive guide Key FeaturesLearn the applications of machine learning in biotechnology and life science sectorsDiscover exciting real-world applications of deep learning and natural language processingUnderstand the general process of deploying models to cloud platforms such as AWS and GCPBook Description The booming fields of biotechnology and life sciences have seen drastic changes over the last few years. With competition growing in every corner, companies around the globe are looking to data-driven methods such as machine learning to optimize processes and reduce costs. This book helps lab scientists, engineers, and managers to develop a data scientist's mindset by taking a hands-on approach to learning about the applications of machine learning to increase productivity and efficiency in no time. You'll start with a crash course in Python, SQL, and data science to develop and tune sophisticated models from scratch to automate processes and make predictions in the biotechnology and life sciences domain. As you advance, the book covers a number of advanced techniques in machine learning, deep learning, and natural language processing using real-world data. By the end of this machine learning book, you'll be able to build and deploy your own machine learning models to automate processes and make predictions using AWS and GCP. What you will learnGet started with Python programming and Structured Query Language (SQL)Develop a machine learning predictive model from scratch using PythonFine-tune deep learning models to optimize their performance for various tasksFind out how to deploy, evaluate, and monitor a model in the cloudUnderstand how to apply advanced techniques to real-world dataDiscover how to use key deep learning methods such as LSTMs and transformersWho this book is for This book is for data scientists and scientific professionals looking to transcend to the biotechnology domain. Scientific professionals who are already established within the pharmaceutical and biotechnology sectors will find this book useful. A basic understanding of Python programming and beginner-level background in data science conjunction is needed to get the most out of this book.

Artificial Intelligence in Biotechnology

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Author :
Publisher : Delve Publishing
ISBN 13 : 9781774077856
Total Pages : pages
Book Rating : 4.0/5 (778 download)

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Book Synopsis Artificial Intelligence in Biotechnology by : Preethi Kartan

Download or read book Artificial Intelligence in Biotechnology written by Preethi Kartan and published by Delve Publishing. This book was released on 2020-11 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: World has seen rapid development in the field of Information technology and Biotechnology over a decade. New experimental technologies developed in biotechnology and data available made it possible to perform experiments easily in less time and cost. These experiments also generate huge amount of data that may overwhelm even the most data‐savvy researchers. Data generated during experimentation give lot of scope for companies that provide products and services in the field of biotechnology and new opportunities for researchers. This huge data may create challenges to the researches using low‐throughput methods to handle and analyse data. Artificial intelligence plays prominent role in analysing huge data available in a systematic way and represent analysed data in a meaning full way. In todays time it is practically not possible to carry out research in biotechnology without utilising data available in public and private databases and artificial intelligence to analyse data. This book describes advancements and application of AI in the field of biotechnology.

In Silico Dreams

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Publisher : John Wiley & Sons
ISBN 13 : 1119745632
Total Pages : 301 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis In Silico Dreams by : Brian S. Hilbush

Download or read book In Silico Dreams written by Brian S. Hilbush and published by John Wiley & Sons. This book was released on 2021-07-28 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how AI and data science are upending the worlds of biology and medicine In Silico Dreams: How Artificial Intelligence and Biotechnology Will Create the Medicines of the Future delivers an illuminating and fresh perspective on the convergence of two powerful technologies: AI and biotech. Accomplished genomics expert, executive, and author Brian Hilbush offers readers a brilliant exploration of the most current work of pioneering tech giants and biotechnology startups who have already started disrupting healthcare. The book provides an in-depth understanding of the sources of innovation that are driving the shift in the pharmaceutical industry away from serendipitous therapeutic discovery and toward engineered medicines and curative therapies. In this fascinating book, you'll discover: An overview of the rise of data science methods and the paradigm shift in biology that led to the in silico revolution An outline of the fundamental breakthroughs in AI and deep learning and their applications across medicine A compelling argument for the notion that AI and biotechnology tools will rapidly accelerate the development of therapeutics A summary of innovative breakthroughs in biotechnology with a focus on gene editing and cell reprogramming technologies for therapeutic development A guide to the startup landscape in AI in medicine, revealing where investments are poised to shape the innovation base for the pharmaceutical industry Perfect for anyone with an interest in scientific topics and technology, In Silico Dreams also belongs on the bookshelves of decision-makers in a wide range of industries, including healthcare, technology, venture capital, and government.

Biotechnology in the Modern Medicinal System

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Publisher : CRC Press
ISBN 13 : 100029059X
Total Pages : 270 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis Biotechnology in the Modern Medicinal System by : Rajesh K. Kesharwani

Download or read book Biotechnology in the Modern Medicinal System written by Rajesh K. Kesharwani and published by CRC Press. This book was released on 2021-12-23 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: Biotechnology in the Modern Medicinal System: Advances in Gene Therapy, Immunotherapy, and Targeted Drug Delivery presents an informative picture of the state-of-the-art research and development of actionable knowledge in medical biotechnology, specifically involving gene therapy, immunotherapy, and targeted drug delivery systems. The book includes novel approaches for therapy of various ailments and the real-world challenges and complexities of the current drug delivery methodologies and techniques. The volume helps to bridge the gap between academic research and real-time clinical applications and the needs of medical biotechnology methods. This edited book also provides a detailed application of medical biotechnology in drug discovery and the treatment of various deadly diseases. Chapters discuss targeted drug delivery to specific sites to avoid possible entry to non-targeted sites, minimizing adverse effects. The volume provides information about the roles of alternative routes of drug targeting, like intranasal and transdermal, resulting in improving patient compliance. Targeted drug delivery is explored for several health issues, such as neurodegenerative disorders, cancer, malaria, and hemoglobin disorders. Also considered is the role of genes in various genetic diseases and gene therapy, and immunogene therapy as alternative approaches to conventional cancer therapy. Finally, the book investigates the important role of computers in biotechnology to accelerate research and development in the modern medicinal field for better and optimum results. Studies show that significant improvement has been observed in the development of a faster and less invasive diagnostic system for the treatment of diseases by utilizing both artificial intelligence (AI) and biotechnology. This valuable volume provides a wealth of information that will be valuable to scientists and researchers, faculty, and students.

Biotechnology Entrepreneurship

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Publisher : Academic Press
ISBN 13 : 0124047475
Total Pages : 489 pages
Book Rating : 4.1/5 (24 download)

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Book Synopsis Biotechnology Entrepreneurship by : Craig Shimasaki

Download or read book Biotechnology Entrepreneurship written by Craig Shimasaki and published by Academic Press. This book was released on 2014-04-08 with total page 489 pages. Available in PDF, EPUB and Kindle. Book excerpt: As an authoritative guide to biotechnology enterprise and entrepreneurship, Biotechnology Entrepreneurship and Management supports the international community in training the biotechnology leaders of tomorrow. Outlining fundamental concepts vital to graduate students and practitioners entering the biotech industry in management or in any entrepreneurial capacity, Biotechnology Entrepreneurship and Management provides tested strategies and hard-won lessons from a leading board of educators and practitioners. It provides a 'how-to' for individuals training at any level for the biotech industry, from macro to micro. Coverage ranges from the initial challenge of translating a technology idea into a working business case, through securing angel investment, and in managing all aspects of the result: business valuation, business development, partnering, biological manufacturing, FDA approvals and regulatory requirements. An engaging and user-friendly style is complemented by diverse diagrams, graphics and business flow charts with decision trees to support effective management and decision making. - Provides tested strategies and lessons in an engaging and user-friendly style supplemented by tailored pedagogy, training tips and overview sidebars - Case studies are interspersed throughout each chapter to support key concepts and best practices. - Enhanced by use of numerous detailed graphics, tables and flow charts

Artificial Intelligence in Drug Discovery

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Author :
Publisher : Royal Society of Chemistry
ISBN 13 : 1839160543
Total Pages : 425 pages
Book Rating : 4.8/5 (391 download)

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Book Synopsis Artificial Intelligence in Drug Discovery by : Nathan Brown

Download or read book Artificial Intelligence in Drug Discovery written by Nathan Brown and published by Royal Society of Chemistry. This book was released on 2020-11-04 with total page 425 pages. Available in PDF, EPUB and Kindle. Book excerpt: Following significant advances in deep learning and related areas interest in artificial intelligence (AI) has rapidly grown. In particular, the application of AI in drug discovery provides an opportunity to tackle challenges that previously have been difficult to solve, such as predicting properties, designing molecules and optimising synthetic routes. Artificial Intelligence in Drug Discovery aims to introduce the reader to AI and machine learning tools and techniques, and to outline specific challenges including designing new molecular structures, synthesis planning and simulation. Providing a wealth of information from leading experts in the field this book is ideal for students, postgraduates and established researchers in both industry and academia.

Artificial Intelligence in Healthcare

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Publisher : Academic Press
ISBN 13 : 0128184396
Total Pages : 385 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Artificial Intelligence in Healthcare by : Adam Bohr

Download or read book Artificial Intelligence in Healthcare written by Adam Bohr and published by Academic Press. This book was released on 2020-06-21 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ten following chapters are written by specialists in each area, covering the whole healthcare ecosystem. First, the AI applications in drug design and drug development are presented followed by its applications in the field of cancer diagnostics, treatment and medical imaging. Subsequently, the application of AI in medical devices and surgery are covered as well as remote patient monitoring. Finally, the book dives into the topics of security, privacy, information sharing, health insurances and legal aspects of AI in healthcare. - Highlights different data techniques in healthcare data analysis, including machine learning and data mining - Illustrates different applications and challenges across the design, implementation and management of intelligent systems and healthcare data networks - Includes applications and case studies across all areas of AI in healthcare data

Artificial Intelligence

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Publisher : Springer
ISBN 13 : 9783030595340
Total Pages : 488 pages
Book Rating : 4.5/5 (953 download)

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Book Synopsis Artificial Intelligence by : Sergei O. Kuznetsov

Download or read book Artificial Intelligence written by Sergei O. Kuznetsov and published by Springer. This book was released on 2020-10-23 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 18th Russian Conference on Artificial Intelligence, RCAI 2020, held in Moscow, Russia, in October 2020. The 27 full papers and 8 short papers presented in this volume were carefully reviewed and selected from 140 submissions. The conference deals with a wide range of topics, including data mining and knowledge discovery, text mining, reasoning, decisionmaking, natural language processing, vision, intelligent robotics, multi-agent systems,machine learning, AI in applied systems, and ontology engineering.

Biodefense in the Age of Synthetic Biology

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Publisher : National Academies Press
ISBN 13 : 0309465184
Total Pages : 189 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis Biodefense in the Age of Synthetic Biology by : National Academies of Sciences, Engineering, and Medicine

Download or read book Biodefense in the Age of Synthetic Biology written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2019-01-05 with total page 189 pages. Available in PDF, EPUB and Kindle. Book excerpt: Scientific advances over the past several decades have accelerated the ability to engineer existing organisms and to potentially create novel ones not found in nature. Synthetic biology, which collectively refers to concepts, approaches, and tools that enable the modification or creation of biological organisms, is being pursued overwhelmingly for beneficial purposes ranging from reducing the burden of disease to improving agricultural yields to remediating pollution. Although the contributions synthetic biology can make in these and other areas hold great promise, it is also possible to imagine malicious uses that could threaten U.S. citizens and military personnel. Making informed decisions about how to address such concerns requires a realistic assessment of the capabilities that could be misused. Biodefense in the Age of Synthetic Biology explores and envisions potential misuses of synthetic biology. This report develops a framework to guide an assessment of the security concerns related to advances in synthetic biology, assesses the levels of concern warranted for such advances, and identifies options that could help mitigate those concerns.

Advanced Introduction to Artificial Intelligence in Healthcare

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Publisher : Edward Elgar Publishing
ISBN 13 : 1800888090
Total Pages : 167 pages
Book Rating : 4.8/5 (8 download)

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Book Synopsis Advanced Introduction to Artificial Intelligence in Healthcare by : Davenport, Tom

Download or read book Advanced Introduction to Artificial Intelligence in Healthcare written by Davenport, Tom and published by Edward Elgar Publishing. This book was released on 2022-08-05 with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt: Providing a comprehensive overview of the current and future uses of Artificial Intelligence in healthcare, this Advanced Introduction discusses the issues surrounding the implementation, governance, impacts and risks of utilising AI in health organizations. Analysing AI technologies in healthcare and their impacts on patient care, medical devices, pharmaceuticals, population health, and healthcare operations, it advises healthcare executives on how to effectively leverage AI to advance their strategies to support digital transformation.

Biotechnology in the Time of COVID-19

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Publisher : Rosetta Books
ISBN 13 : 0795352980
Total Pages : 263 pages
Book Rating : 4.7/5 (953 download)

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Book Synopsis Biotechnology in the Time of COVID-19 by : Jeremy M. Levin

Download or read book Biotechnology in the Time of COVID-19 written by Jeremy M. Levin and published by Rosetta Books. This book was released on 2020-05-31 with total page 263 pages. Available in PDF, EPUB and Kindle. Book excerpt: 47 leaders from across the biotechnology industry tell their stories of battling the global scourge of COVID-19. Pandemics have killed at least a half billion people over the past two millennia. But in the age of biotechnology, humanity is no longer defenseless. The biotechnology industry is a diverse community of scientists, doctors, patients, entrepreneurs, investors, bankers, analysts and reporters, all committed to treating and curing disease. Over the past forty years, it has produced medical advances at an electrifying rate. As the COVID-19 pandemic emerged, hundreds of companies quickly pivoted to combating the virus. The contributors to this book offer inside views of this seminal industry, with historical and personal perspectives, lessons learned, and looks into the future. Diverse as these leaders are, they are united by their conviction that science and medicine will light humanity’s way to greater health and longevity.

Opportunities in Biotechnology for Future Army Applications

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Publisher : National Academies Press
ISBN 13 : 0309075556
Total Pages : 118 pages
Book Rating : 4.3/5 (9 download)

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Book Synopsis Opportunities in Biotechnology for Future Army Applications by : National Research Council

Download or read book Opportunities in Biotechnology for Future Army Applications written by National Research Council and published by National Academies Press. This book was released on 2001-07-11 with total page 118 pages. Available in PDF, EPUB and Kindle. Book excerpt: This report surveys opportunities for future Army applications in biotechnology, including sensors, electronics and computers, materials, logistics, and medical therapeutics, by matching commercial trends and developments with enduring Army requirements. Several biotechnology areas are identified as important for the Army to exploit, either by direct funding of research or by indirect influence of commercial sources, to achieve significant gains in combat effectiveness before 2025.

Deep Medicine

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Publisher : Basic Books
ISBN 13 : 1541644646
Total Pages : 388 pages
Book Rating : 4.5/5 (416 download)

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Book Synopsis Deep Medicine by : Eric Topol

Download or read book Deep Medicine written by Eric Topol and published by Basic Books. This book was released on 2019-03-12 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Science Friday pick for book of the year, 2019 One of America's top doctors reveals how AI will empower physicians and revolutionize patient care Medicine has become inhuman, to disastrous effect. The doctor-patient relationship--the heart of medicine--is broken: doctors are too distracted and overwhelmed to truly connect with their patients, and medical errors and misdiagnoses abound. In Deep Medicine, leading physician Eric Topol reveals how artificial intelligence can help. AI has the potential to transform everything doctors do, from notetaking and medical scans to diagnosis and treatment, greatly cutting down the cost of medicine and reducing human mortality. By freeing physicians from the tasks that interfere with human connection, AI will create space for the real healing that takes place between a doctor who can listen and a patient who needs to be heard. Innovative, provocative, and hopeful, Deep Medicine shows us how the awesome power of AI can make medicine better, for all the humans involved.

Preparing for Future Products of Biotechnology

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Publisher : National Academies Press
ISBN 13 : 0309452058
Total Pages : 231 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis Preparing for Future Products of Biotechnology by : National Academies of Sciences, Engineering, and Medicine

Download or read book Preparing for Future Products of Biotechnology written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2017-07-28 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt: Between 1973 and 2016, the ways to manipulate DNA to endow new characteristics in an organism (that is, biotechnology) have advanced, enabling the development of products that were not previously possible. What will the likely future products of biotechnology be over the next 5â€"10 years? What scientific capabilities, tools, and/or expertise may be needed by the regulatory agencies to ensure they make efficient and sound evaluations of the likely future products of biotechnology? Preparing for Future Products of Biotechnology analyzes the future landscape of biotechnology products and seeks to inform forthcoming policy making. This report identifies potential new risks and frameworks for risk assessment and areas in which the risks or lack of risks relating to the products of biotechnology are well understood.

Our Posthuman Future

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Publisher : Profile Books
ISBN 13 : 1847653707
Total Pages : 298 pages
Book Rating : 4.8/5 (476 download)

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Book Synopsis Our Posthuman Future by : Francis Fukuyama

Download or read book Our Posthuman Future written by Francis Fukuyama and published by Profile Books. This book was released on 2017-06-15 with total page 298 pages. Available in PDF, EPUB and Kindle. Book excerpt: Is a baby whose personality has been chosen from a gene supermarket still a human? If we choose what we create what happens to morality? Is this the end of human nature? The dramatic advances in DNA technology over the last few years are the stuff of science fiction. It is now not only possible to clone human beings it is happening. For the first time since the creation of the earth four billion years ago, or the emergence of mankind 10 million years ago, people will be able to choose their children's' sex, height, colour, personality traits and intelligence. It will even be possible to create 'superhumans' by mixing human genes with those of other animals for extra strength or longevity. But is this desirable? What are the moral and political consequences? Will it mean anything to talk about 'human nature' any more? Is this the end of human beings? Our Posthuman Future is a passionate analysis of the greatest political and moral problem ever to face the human race.

The Singularity Is Nearer

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Publisher : Penguin
ISBN 13 : 039956277X
Total Pages : 344 pages
Book Rating : 4.3/5 (995 download)

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Book Synopsis The Singularity Is Nearer by : Ray Kurzweil

Download or read book The Singularity Is Nearer written by Ray Kurzweil and published by Penguin. This book was released on 2024-06-25 with total page 344 pages. Available in PDF, EPUB and Kindle. Book excerpt: The noted inventor and futurist’s successor to his landmark book The Singularity Is Near explores how technology will transform the human race in the decades to come Since it was first published in 2005, Ray Kurzweil’s The Singularity Is Near and its vision of an exponential future have spawned a worldwide movement. Kurzweil's predictions about technological advancements have largely come true, with concepts like AI, intelligent machines, and biotechnology now widely familiar to the public. In this entirely new book Ray Kurzweil brings a fresh perspective to advances toward the Singularity—assessing his 1999 prediction that AI will reach human level intelligence by 2029 and examining the exponential growth of technology—that, in the near future, will expand human intelligence a millionfold and change human life forever. Among the topics he discusses are rebuilding the world, atom by atom with devices like nanobots; radical life extension beyond the current age limit of 120; reinventing intelligence by connecting our brains to the cloud; how exponential technologies are propelling innovation forward in all industries and improving all aspects of our well-being such as declining poverty and violence; and the growth of renewable energy and 3-D printing. He also considers the potential perils of biotechnology, nanotechnology, and artificial intelligence, including such topics of current controversy as how AI will impact employment and the safety of autonomous cars, and "After Life" technology, which aims to virtually revive deceased individuals through a combination of their data and DNA. The culmination of six decades of research on artificial intelligence, The Singularity Is Nearer is Ray Kurzweil’s crowning contribution to the story of this science and the revolution that is to come.

Tuning Innovation with Biotechnology

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Author :
Publisher : CRC Press
ISBN 13 : 1315340917
Total Pages : 281 pages
Book Rating : 4.3/5 (153 download)

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Book Synopsis Tuning Innovation with Biotechnology by : Dong Hwa Kim

Download or read book Tuning Innovation with Biotechnology written by Dong Hwa Kim and published by CRC Press. This book was released on 2017-11-13 with total page 281 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book deals with evolving intelligence systems and their use in immune algorithm (IM), particle swarm optimization (PSO), bacterial foraging (BF), and hybrid intelligent system to improve plants, robots, etc. It discusses the motivation behind research on and background of evolving intelligence systems and illustrates IM-based approach for parameter estimation required for designing an intelligent system. It approaches optimal intelligent tuning using a hybrid genetic algorithm–particle swarm optimization (GA-PSO) and illustrates hybrid GA-PSO for intelligent tuning of vector system.